Labelling
WAY OF HIGHLIGHTING OBJECTS IN PYTHON
1
Key Points of Discussion
What is Labelling
Why Labelling
Importance of labelling
Labelling Tools
Challenges
Applications
2
What is Labelling
Process of Highlighting images
Supervised learning
Marking various details
3
Why Labelling
Custom Datasets
Details highlighted effectively
Train model on Labelled Co-ordinates
Detailed Object Detection
4
Importance of Labelling
Detailed object detection in harder without Labelling
Hard to train models as according to requirements
Image classification is difficult task for custom data
Can create custom model without tons of dataset
5
Labelling Tools
labelme
labelImg
CVAT
hasty.ai
Labelbox
6
Challenges
Time Taking Approach
Dataset Image Resolution should be better
Should need to categorize object for multiple outputs
Misguiding model will lead to disaster output
7
Applications
Safe City Projects
Self-Driving Vehicle
Security Programs
Medical Industry
Driver Assist in Vehicles…etc.
8
9
10